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| InvoiceNo | StockCode | Description | Quantity | InvoiceDate | UnitPrice | CustomerID | Country | |
|---|---|---|---|---|---|---|---|---|
| 0 | 536365 | 85123A | WHITE HANGING HEART T-LIGHT HOLDER | 6 | 12.1.10 8:26 | 2.55 | 17850.0 | United Kingdom |
| 1 | 536365 | 71053 | WHITE METAL LANTERN | 6 | 12.1.10 8:26 | 3.39 | 17850.0 | United Kingdom |
| 2 | 536365 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 12.1.10 8:26 | 2.75 | 17850.0 | United Kingdom |
| 3 | 536365 | 84029G | KNITTED UNION FLAG HOT WATER BOTTLE | 6 | 12.1.10 8:26 | 3.39 | 17850.0 | United Kingdom |
| 4 | 536365 | 84029E | RED WOOLLY HOTTIE WHITE HEART. | 6 | 12.1.10 8:26 | 3.39 | 17850.0 | United Kingdom |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 541904 | 581587 | 22613 | PACK OF 20 SPACEBOY NAPKINS | 12 | 12.9.11 12:49 | 0.85 | 12680.0 | France |
| 541905 | 581587 | 22899 | CHILDREN'S APRON DOLLY GIRL | 6 | 12.9.11 12:49 | 2.10 | 12680.0 | France |
| 541906 | 581587 | 23254 | CHILDRENS CUTLERY DOLLY GIRL | 4 | 12.9.11 12:49 | 4.15 | 12680.0 | France |
| 541907 | 581587 | 23255 | CHILDRENS CUTLERY CIRCUS PARADE | 4 | 12.9.11 12:49 | 4.15 | 12680.0 | France |
| 541908 | 581587 | 22138 | BAKING SET 9 PIECE RETROSPOT | 3 | 12.9.11 12:49 | 4.95 | 12680.0 | France |
541909 rows × 8 columns
| InvoiceNo | StockCode | Description | Quantity | InvoiceDate | UnitPrice | CustomerID | Country | |
|---|---|---|---|---|---|---|---|---|
| 0 | 536365 | 85123A | WHITE HANGING HEART T-LIGHT HOLDER | 6 | 12.1.10 8:26 | 2.55 | 17850.0 | United Kingdom |
| 1 | 536365 | 71053 | WHITE METAL LANTERN | 6 | 12.1.10 8:26 | 3.39 | 17850.0 | United Kingdom |
| 2 | 536365 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 12.1.10 8:26 | 2.75 | 17850.0 | United Kingdom |
| 3 | 536365 | 84029G | KNITTED UNION FLAG HOT WATER BOTTLE | 6 | 12.1.10 8:26 | 3.39 | 17850.0 | United Kingdom |
| 4 | 536365 | 84029E | RED WOOLLY HOTTIE WHITE HEART. | 6 | 12.1.10 8:26 | 3.39 | 17850.0 | United Kingdom |
| Quantity | UnitPrice | CustomerID | |
|---|---|---|---|
| count | 541909.000000 | 541909.000000 | 406829.000000 |
| mean | 9.552250 | 4.611114 | 15287.690570 |
| std | 218.081158 | 96.759853 | 1713.600303 |
| min | -80995.000000 | -11062.060000 | 12346.000000 |
| 25% | 1.000000 | 1.250000 | 13953.000000 |
| 50% | 3.000000 | 2.080000 | 15152.000000 |
| 75% | 10.000000 | 4.130000 | 16791.000000 |
| max | 80995.000000 | 38970.000000 | 18287.000000 |
Check if we had negative quantity and prices at same register: No Check how many register we have where quantity is negative and prices is 0 or vice-versa: 1336 What is the customer ID of the registers above: [nan] % Negative Quantity: 1.96% All register with negative quantity has Invoice start with: ['C'] See an example of negative quantity and others related records:
| InvoiceNo | StockCode | Description | Quantity | InvoiceDate | UnitPrice | CustomerID | Country | |
|---|---|---|---|---|---|---|---|---|
| 2 | 536365 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 12.1.10 8:26 | 2.75 | 17850.0 | United Kingdom |
| 51 | 536373 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 12.1.10 9:01 | 2.75 | 17850.0 | United Kingdom |
| 68 | 536375 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 12.1.10 9:31 | 2.75 | 17850.0 | United Kingdom |
| 280 | 536396 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 12.1.10 10:50 | 2.75 | 17850.0 | United Kingdom |
| 418 | 536406 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 12.1.10 11:32 | 2.75 | 17850.0 | United Kingdom |
| 3194 | 536609 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 12.2.10 9:40 | 2.75 | 17850.0 | United Kingdom |
| 3226 | 536612 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 12.2.10 9:43 | 2.75 | 17850.0 | United Kingdom |
| 3427 | 536628 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 12.2.10 10:54 | 2.75 | 17850.0 | United Kingdom |
| 3445 | 536630 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 12.2.10 10:56 | 2.75 | 17850.0 | United Kingdom |
| 3810 | 536685 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 12.2.10 12:23 | 2.75 | 17850.0 | United Kingdom |
| 3825 | 536690 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 12.2.10 12:24 | 2.75 | 17850.0 | United Kingdom |
| 4163 | 536750 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 12.2.10 14:03 | 2.75 | 17850.0 | United Kingdom |
| 4184 | 536752 | 84406B | CREAM CUPID HEARTS COAT HANGER | 6 | 12.2.10 14:06 | 2.75 | 17850.0 | United Kingdom |
| 4512 | 536787 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 12.2.10 15:24 | 2.75 | 17850.0 | United Kingdom |
| 4528 | 536790 | 84406B | CREAM CUPID HEARTS COAT HANGER | 12 | 12.2.10 15:26 | 2.75 | 17850.0 | United Kingdom |
InvoiceNo object StockCode object Description object Quantity int64 InvoiceDate datetime64[ns] UnitPrice float64 CustomerID Int64 Country object amount float64 Internal object dtype: object
| Description | total_count | |
|---|---|---|
| 3918 | WHITE HANGING HEART T-LIGHT HOLDER | 2369 |
| 2915 | REGENCY CAKESTAND 3 TIER | 2200 |
| 1866 | JUMBO BAG RED RETROSPOT | 2159 |
| 2471 | PARTY BUNTING | 1727 |
| 2054 | LUNCH BAG RED RETROSPOT | 1638 |
| ... | ... | ... |
| 1433 | FRYING PAN RED POLKADOT | 1 |
| 3048 | S/4 BLACK DISCO PARTITION PANEL | 1 |
| 3065 | SCALLOP SHELL SOAP DISH | 1 |
| 1380 | FOUND | 1 |
| 4222 | wrongly sold sets | 1 |
4223 rows × 2 columns
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. /home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
| InvoiceNo | StockCode | Description | Quantity | InvoiceDate | UnitPrice | CustomerID | Country | amount | Internal | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 536365 | 85123A | WHITE HANGING HEART T-LIGHT HOLDER | 6 | 2010-12-01 08:26:00 | 2.55 | 17850 | United Kingdom | 15.30 | Yes |
| 1 | 536365 | 71053 | WHITE METAL LANTERN | 6 | 2010-12-01 08:26:00 | 3.39 | 17850 | United Kingdom | 20.34 | Yes |
| 2 | 536365 | 84406B | CREAM CUPID HEARTS COAT HANGER | 8 | 2010-12-01 08:26:00 | 2.75 | 17850 | United Kingdom | 22.00 | Yes |
| 3 | 536365 | 84029G | KNITTED UNION FLAG HOT WATER BOTTLE | 6 | 2010-12-01 08:26:00 | 3.39 | 17850 | United Kingdom | 20.34 | Yes |
| 4 | 536365 | 84029E | RED WOOLLY HOTTIE WHITE HEART. | 6 | 2010-12-01 08:26:00 | 3.39 | 17850 | United Kingdom | 20.34 | Yes |
Total rows having negative quantity = 10624 Total rows having not less than 1 quantity = 531285 Total rows which will be using for further analysis = 531285
| Description | amount | |
|---|---|---|
| 1072 | DOTCOM POSTAGE | 206248.77 |
| 2867 | REGENCY CAKESTAND 3 TIER | 174484.74 |
| 2401 | PAPER CRAFT , LITTLE BIRDIE | 168469.60 |
| 3860 | WHITE HANGING HEART T-LIGHT HOLDER | 106292.77 |
| 2427 | PARTY BUNTING | 99504.33 |
| 1827 | JUMBO BAG RED RETROSPOT | 94340.05 |
| 2065 | MEDIUM CERAMIC TOP STORAGE JAR | 81700.92 |
| 2205 | Manual | 78112.82 |
| 2706 | POSTAGE | 78101.88 |
| 2755 | RABBIT NIGHT LIGHT | 66964.99 |
| InvoiceNo | 0 | |
|---|---|---|
| 0 | 536365 | 7 |
| 1 | 536366 | 2 |
| 2 | 536367 | 12 |
| 3 | 536368 | 4 |
| 4 | 536369 | 1 |
| ... | ... | ... |
| 20723 | 581586 | 4 |
| 20724 | 581587 | 15 |
| 20725 | A563185 | 1 |
| 20726 | A563186 | 1 |
| 20727 | A563187 | 1 |
20728 rows × 2 columns
| Description | 4 PURPLE FLOCK DINNER CANDLES | 50'S CHRISTMAS GIFT BAG LARGE | DOLLY GIRL BEAKER | I LOVE LONDON MINI BACKPACK | I LOVE LONDON MINI RUCKSACK | NINE DRAWER OFFICE TIDY | OVAL WALL MIRROR DIAMANTE | RED SPOT GIFT BAG LARGE | SET 2 TEA TOWELS I LOVE LONDON | SPACEBOY BABY GIFT SET | ... | returned | taig adjust | test | to push order througha s stock was | website fixed | wrongly coded 20713 | wrongly coded 23343 | wrongly marked | wrongly marked 23343 | wrongly sold (22719) barcode |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InvoiceNo | |||||||||||||||||||||
| 536365 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 536366 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 536367 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 536368 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 536369 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
5 rows × 4077 columns
| Description | 4 PURPLE FLOCK DINNER CANDLES | 50'S CHRISTMAS GIFT BAG LARGE | DOLLY GIRL BEAKER | I LOVE LONDON MINI BACKPACK | I LOVE LONDON MINI RUCKSACK | NINE DRAWER OFFICE TIDY | OVAL WALL MIRROR DIAMANTE | RED SPOT GIFT BAG LARGE | SET 2 TEA TOWELS I LOVE LONDON | SPACEBOY BABY GIFT SET | ... | returned | taig adjust | test | to push order througha s stock was | website fixed | wrongly coded 20713 | wrongly coded 23343 | wrongly marked | wrongly marked 23343 | wrongly sold (22719) barcode |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| InvoiceNo | |||||||||||||||||||||
| 536365 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 536366 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 536367 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 536368 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 536369 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
5 rows × 4077 columns
Total number of baskets used for analysis= 20136 The minimum support value for the analysis is 1.4899 %
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/mlxtend/frequent_patterns/fpcommon.py:111: DeprecationWarning: DataFrames with non-bool types result in worse computationalperformance and their support might be discontinued in the future.Please use a DataFrame with bool type
| support | |
|---|---|
| count | 711.000000 |
| mean | 0.024390 |
| std | 0.011732 |
| min | 0.014899 |
| 25% | 0.017084 |
| 50% | 0.020461 |
| 75% | 0.026793 |
| max | 0.112237 |
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 476 | (REGENCY CAKESTAND 3 TIER, PINK REGENCY TEACUP... | (GREEN REGENCY TEACUP AND SAUCER) | 0.016438 | 0.050407 | 0.014948 | 0.909366 | 18.040379 | 0.014120 | 10.477174 |
| 490 | (PINK REGENCY TEACUP AND SAUCER, ROSES REGENCY... | (GREEN REGENCY TEACUP AND SAUCER) | 0.029748 | 0.050407 | 0.026917 | 0.904841 | 17.950627 | 0.025417 | 9.979054 |
| 478 | (REGENCY CAKESTAND 3 TIER, PINK REGENCY TEACUP... | (ROSES REGENCY TEACUP AND SAUCER ) | 0.017034 | 0.052940 | 0.014948 | 0.877551 | 16.576330 | 0.014047 | 7.734323 |
| 464 | (REGENCY CAKESTAND 3 TIER, PINK REGENCY TEACUP... | (GREEN REGENCY TEACUP AND SAUCER) | 0.019468 | 0.050407 | 0.017034 | 0.875000 | 17.358621 | 0.016053 | 7.596742 |
| 120 | (CHARLOTTE BAG PINK POLKADOT, STRAWBERRY CHARL... | (RED RETROSPOT CHARLOTTE BAG) | 0.018822 | 0.051351 | 0.016190 | 0.860158 | 16.750626 | 0.015223 | 6.783737 |
| 492 | (PINK REGENCY TEACUP AND SAUCER, GREEN REGENCY... | (ROSES REGENCY TEACUP AND SAUCER ) | 0.031436 | 0.052940 | 0.026917 | 0.856240 | 16.173782 | 0.025253 | 6.587791 |
| 470 | (REGENCY CAKESTAND 3 TIER, PINK REGENCY TEACUP... | (ROSES REGENCY TEACUP AND SAUCER ) | 0.019468 | 0.052940 | 0.016438 | 0.844388 | 15.949899 | 0.015408 | 6.086025 |
| 592 | (REGENCY TEA PLATE GREEN ) | (REGENCY TEA PLATE ROSES ) | 0.018921 | 0.022100 | 0.015842 | 0.837270 | 37.886013 | 0.015424 | 6.009355 |
| 458 | (PINK REGENCY TEACUP AND SAUCER) | (GREEN REGENCY TEACUP AND SAUCER) | 0.038041 | 0.050407 | 0.031436 | 0.826371 | 16.393893 | 0.029519 | 5.469083 |
| 416 | (CHARLOTTE BAG PINK POLKADOT, WOODLAND CHARLOT... | (RED RETROSPOT CHARLOTTE BAG) | 0.019617 | 0.051351 | 0.016140 | 0.822785 | 16.022819 | 0.015133 | 5.353092 |
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. /home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. /home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
/home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead. /home/ayush/Documents/Project/ayush/customer_segm_RFM/venv/lib/python3.10/site-packages/plotly/io/_renderers.py:395: DeprecationWarning: distutils Version classes are deprecated. Use packaging.version instead.
| antecedents | consequents | antecedent support | consequent support | support | confidence | lift | leverage | conviction | |
|---|---|---|---|---|---|---|---|---|---|
| 476 | (REGENCY CAKESTAND 3 TIER, PINK REGENCY TEACUP... | (GREEN REGENCY TEACUP AND SAUCER) | 0.016438 | 0.050407 | 0.014948 | 0.909366 | 18.040379 | 0.014120 | 10.477174 |
| 490 | (PINK REGENCY TEACUP AND SAUCER, ROSES REGENCY... | (GREEN REGENCY TEACUP AND SAUCER) | 0.029748 | 0.050407 | 0.026917 | 0.904841 | 17.950627 | 0.025417 | 9.979054 |
| 478 | (REGENCY CAKESTAND 3 TIER, PINK REGENCY TEACUP... | (ROSES REGENCY TEACUP AND SAUCER ) | 0.017034 | 0.052940 | 0.014948 | 0.877551 | 16.576330 | 0.014047 | 7.734323 |
| 464 | (REGENCY CAKESTAND 3 TIER, PINK REGENCY TEACUP... | (GREEN REGENCY TEACUP AND SAUCER) | 0.019468 | 0.050407 | 0.017034 | 0.875000 | 17.358621 | 0.016053 | 7.596742 |
| 120 | (CHARLOTTE BAG PINK POLKADOT, STRAWBERRY CHARL... | (RED RETROSPOT CHARLOTTE BAG) | 0.018822 | 0.051351 | 0.016190 | 0.860158 | 16.750626 | 0.015223 | 6.783737 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 485 | (PINK REGENCY TEACUP AND SAUCER, GREEN REGENCY... | (REGENCY CAKESTAND 3 TIER, ROSES REGENCY TEACU... | 0.031436 | 0.026073 | 0.014948 | 0.475513 | 18.237978 | 0.014129 | 1.856916 |
| 439 | (DOTCOM POSTAGE) | (SUKI SHOULDER BAG) | 0.035161 | 0.026321 | 0.016687 | 0.474576 | 18.030317 | 0.015761 | 1.853131 |
| 407 | (WOODLAND CHARLOTTE BAG) | (CHARLOTTE BAG PINK POLKADOT) | 0.041468 | 0.036899 | 0.019617 | 0.473054 | 12.820206 | 0.018086 | 1.827703 |
| 109 | (CHARLOTTE BAG SUKI DESIGN) | (STRAWBERRY CHARLOTTE BAG) | 0.043802 | 0.035856 | 0.020610 | 0.470522 | 13.122468 | 0.019039 | 1.820931 |
| 107 | (RED RETROSPOT CHARLOTTE BAG) | (STRAWBERRY CHARLOTTE BAG) | 0.051351 | 0.035856 | 0.024136 | 0.470019 | 13.108462 | 0.022295 | 1.819206 |
141 rows × 9 columns